Abstract: Systems and methods for collecting information from digital media files. More specifically, a collection module may be used to communicate with a social networking system and analyze the digital media files associated with a user profile. The collection module may generate media-based profile information based on media content and/or location, time and date data extracted from the digital media files. The media-based profile information may be incorporated into the user profile information and used by the social networking system for various purposes.